DS 202 Final Project Report
2023-11-12
##
## Attaching package: 'dplyr'## The following objects are masked from 'package:stats':
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## intersect, setdiff, setequal, union## Loading required package: ggplot2## Welcome! Want to learn more? See two factoextra-related books at https://goo.gl/ve3WBaDF1 - EMPLOYMENT
## Getting data from the ACS 1-year Supplemental Estimates. Data are available for geographies with populations of 20,000 and greater.## Loading ACSSE variables for 2021 from table K202301 and caching the dataset for faster future access.
## corrplot 0.92 loaded
DF 2 - Education
## Getting data from the ACS 1-year Supplemental Estimates. Data are available for geographies with populations of 20,000 and greater.## Loading ACSSE variables for 2021 from table K201501 and caching the dataset for faster future access.Exploratory Data Analysis (EDA)
Exploratory Data Analysis (EDA) based on percentage
## Warning: Using an external vector in selections was deprecated in tidyselect 1.1.0.
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DF3 - Citizenship
## Getting data from the ACS 1-year Supplemental Estimates. Data are available for geographies with populations of 20,000 and greater.## Loading ACSSE variables for 2021 from table K200501 and caching the dataset for faster future access.## Warning: Removed 1 rows containing missing values (`position_stack()`).
## Warning: Removed 1 rows containing missing values (`position_stack()`).
## Warning: Removed 1 rows containing missing values (`position_stack()`).
DF4 - Age
## Getting data from the ACS 1-year Supplemental Estimates. Data are available for geographies with populations of 20,000 and greater.## Loading ACSSE variables for 2021 from table K200104 and caching the dataset for faster future access.
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## in your R script or .Rprofile.
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## Getting data from the ACS 1-year Supplemental Estimates. Data are available for geographies with populations of 20,000 and greater.
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## Downloading feature geometry from the Census website. To cache shapefiles for use in future sessions, set `options(tigris_use_cache = TRUE)`.
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## Loading ACSSE variables for 2021 from table K200104 and caching the dataset for faster future access.##
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DF5 - Housing
## Getting data from the 2021 1-year ACS## The 1-year ACS provides data for geographies with populations of 65,000 and greater.## Getting data from the ACS 1-year Supplemental Estimates. Data are available for geographies with populations of 20,000 and greater.## Loading ACSSE variables for 2021 from table K202502 and caching the dataset for faster future access.##
## Attaching package: 'scales'## The following object is masked from 'package:purrr':
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## discard## The following object is masked from 'package:readr':
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## col_factor
DF6 - Disabilities
## Getting data from the ACS 1-year Supplemental Estimates. Data are available for geographies with populations of 20,000 and greater.## Loading ACSSE variables for 2021 from table K201803 and caching the dataset for faster future access.## # A tibble: 52 × 10
## NAME Total_people Total With Disabilit…¹ Hearing `Vision difficulty`
## <chr> <dbl> <dbl> <dbl> <dbl>
## 1 Alabama 4957633 808071 208028 152798
## 2 Alaska 702154 92390 33397 15748
## 3 Arizona 7174053 972252 298849 180792
## 4 Arkansas 2974701 517051 142133 105624
## 5 California 38724294 4324355 1140131 844049
## 6 Colorado 5715497 640346 211803 120570
## 7 Connecticut 3557526 427014 113490 78078
## 8 Delaware 987964 130551 37933 25335
## 9 District of … 659979 76754 14429 14569
## 10 Florida 21465883 2906367 812248 555361
## # ℹ 42 more rows
## # ℹ abbreviated name: ¹`Total With Disabilities`
## # ℹ 5 more variables: cognative <dbl>, `ambulatory difficulty` <dbl>,
## # `Self-care difficulty` <dbl>, `Independent living difficulty` <dbl>,
## # `No Disability` <dbl>
##
## Call:
## lm(formula = `ambulatory difficulty` ~ Hearing + `Vision difficulty` +
## cognative + `Self-care difficulty` + `Independent living difficulty`,
## data = df6_wide)
##
## Residuals:
## Min 1Q Median 3Q Max
## -56621 -11941 -2766 17524 73868
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) -8200.5856 5646.4977 -1.452 0.153197
## Hearing 0.6796 0.1793 3.791 0.000436 ***
## `Vision difficulty` 1.0070 0.1644 6.126 1.87e-07 ***
## cognative -0.5426 0.2291 -2.369 0.022116 *
## `Self-care difficulty` -1.9464 0.4434 -4.390 6.59e-05 ***
## `Independent living difficulty` 1.9228 0.3144 6.115 1.95e-07 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 24940 on 46 degrees of freedom
## Multiple R-squared: 0.9968, Adjusted R-squared: 0.9965
## F-statistic: 2909 on 5 and 46 DF, p-value: < 2.2e-16##
## Call:
## lm(formula = `ambulatory difficulty` ~ Hearing + `Vision difficulty` +
## cognative + `Self-care difficulty` + `Independent living difficulty`,
## data = df6_wide)
##
## Coefficients:
## (Intercept) Hearing
## -8200.5856 0.6796
## `Vision difficulty` cognative
## 1.0070 -0.5426
## `Self-care difficulty` `Independent living difficulty`
## -1.9464 1.9228
## [1] "NAME"
## [2] "In labor force:"
## [3] "Civilian labor force:"
## [4] "Employed"
## [5] "Unemployed"
## [6] "In Armed Forces"
## [7] "Not in labor force"
## [8] "EmploymentRate"
## [9] "UnemploymentRate"
## [10] "NotInLaborForceRate"
## [11] "state"
## [12] "Education_Total_students"
## [13] "Education_Below_9th grade"
## [14] "Education_9th to 12th grade_no diploma"
## [15] "Education_High_school_graduate"
## [16] "Education_Some college_no degree"
## [17] "Education_Associates_degree"
## [18] "Education_Bachelors_degree"
## [19] "Education_Graduate_professional degree"
## [20] "U.S. citizen"
## [21] "Not a U.S. citizen"
## [22] "Total_age"
## [23] "Age_under_18"
## [24] "Age_18_to_24"
## [25] "Age_25_to_34"
## [26] "Age_35_to_44"
## [27] "Age_45_to_54"
## [28] "Age_55_to_64"
## [29] "Age_over_64"
## [30] "Total"
## [31] "Owner Occupied"
## [32] "Renter Occupied"
## [33] "Total_people"
## [34] "Total With Disabilities"
## [35] "Hearing"
## [36] "Vision difficulty"
## [37] "cognative"
## [38] "ambulatory difficulty"
## [39] "Self-care difficulty"
## [40] "Independent living difficulty"
## [41] "No Disability"
## [42] "DisabilityRate"
## [43] "Cluster"Title
“Socio-Economic Factors Influencing Employment in the United States: A Comprehensive State-by-State Analysis”
Thesis
This project aims to analyze the impact of various socio-economic factors such as education, age, citizenship status, housing, and disabilities on employment rates across different states in the United States. Using data from the American Community Survey (ACS) 2021, the study will employ statistical techniques to identify correlations, trends, and patterns, thereby providing insights into the multifaceted nature of employment dynamics in the US.
Roadmap and Code for Next Steps
Data Exploration and Cleaning
Continue with data cleaning and handling missing values.
Normalize the data if required for better comparison.
## NAME In labor force:
## 0 0
## Civilian labor force: Employed
## 0 0
## Unemployed In Armed Forces
## 0 0
## Not in labor force EmploymentRate
## 0 0
## UnemploymentRate NotInLaborForceRate
## 0 0
## state Education_Total_students
## 2 0
## Education_Below_9th grade Education_9th to 12th grade_no diploma
## 0 0
## Education_High_school_graduate Education_Some college_no degree
## 0 0
## Education_Associates_degree Education_Bachelors_degree
## 0 0
## Education_Graduate_professional degree U.S. citizen
## 0 1
## Not a U.S. citizen Total_age
## 1 0
## Age_under_18 Age_18_to_24
## 0 0
## Age_25_to_34 Age_35_to_44
## 0 0
## Age_45_to_54 Age_55_to_64
## 0 0
## Age_over_64 Total
## 0 0
## Owner Occupied Renter Occupied
## 0 0
## Total_people Total With Disabilities
## 0 0
## Hearing Vision difficulty
## 0 0
## cognative ambulatory difficulty
## 0 0
## Self-care difficulty Independent living difficulty
## 0 0
## No Disability DisabilityRate
## 0 0
## Cluster
## 0
## `geom_smooth()` using formula = 'y ~ x'
## $x
## [1] "Percentage of Bachelors Degree Holders"
##
## $y
## [1] "Employment Rate"
##
## $title
## [1] "Relation between Bachelors Degree Holders and Employment Rate"
##
## attr(,"class")
## [1] "labels"## In labor force: Civilian labor force:
## In labor force: 1.00 1.00
## Civilian labor force: 1.00 1.00
## Employed 1.00 1.00
## Unemployed 0.97 0.98
## In Armed Forces 0.73 0.72
## Not in labor force 0.99 0.99
## EmploymentRate -0.03 -0.03
## UnemploymentRate 0.31 0.31
## NotInLaborForceRate -0.02 -0.02
## Education_Total_students 1.00 1.00
## Education_Below_9th grade 0.94 0.94
## Education_9th to 12th grade_no diploma 0.98 0.98
## Education_High_school_graduate 0.97 0.97
## Education_Some college_no degree 0.99 0.99
## Education_Associates_degree 0.98 0.98
## Education_Bachelors_degree 1.00 1.00
## Education_Graduate_professional degree 0.98 0.98
## U.S. citizen 1.00 1.00
## Not a U.S. citizen 0.95 0.95
## Total_age 1.00 1.00
## Age_under_18 0.99 0.99
## Age_18_to_24 1.00 1.00
## Age_25_to_34 1.00 1.00
## Age_35_to_44 1.00 1.00
## Age_45_to_54 1.00 1.00
## Age_55_to_64 0.99 1.00
## Age_over_64 0.98 0.98
## Total 1.00 1.00
## Owner Occupied 0.98 0.98
## Renter Occupied 0.99 0.99
## Total_people 1.00 1.00
## Total With Disabilities 0.99 0.99
## Hearing 0.98 0.98
## Vision difficulty 0.97 0.97
## cognative 0.99 0.99
## ambulatory difficulty 0.98 0.98
## Self-care difficulty 0.99 0.99
## Independent living difficulty 0.99 0.99
## No Disability 1.00 1.00
## DisabilityRate -0.29 -0.29
## Employed Unemployed In Armed Forces
## In labor force: 1.00 0.97 0.73
## Civilian labor force: 1.00 0.98 0.72
## Employed 1.00 0.97 0.73
## Unemployed 0.97 1.00 0.68
## In Armed Forces 0.73 0.68 1.00
## Not in labor force 0.99 0.97 0.72
## EmploymentRate -0.02 -0.09 -0.05
## UnemploymentRate 0.30 0.42 0.17
## NotInLaborForceRate -0.02 0.02 -0.04
## Education_Total_students 1.00 0.97 0.72
## Education_Below_9th grade 0.94 0.97 0.71
## Education_9th to 12th grade_no diploma 0.98 0.97 0.74
## Education_High_school_graduate 0.98 0.93 0.66
## Education_Some college_no degree 0.99 0.96 0.75
## Education_Associates_degree 0.98 0.95 0.70
## Education_Bachelors_degree 1.00 0.98 0.73
## Education_Graduate_professional degree 0.98 0.98 0.71
## U.S. citizen 1.00 0.97 0.72
## Not a U.S. citizen 0.95 0.97 0.72
## Total_age 1.00 0.97 0.73
## Age_under_18 0.99 0.96 0.74
## Age_18_to_24 1.00 0.97 0.74
## Age_25_to_34 1.00 0.98 0.74
## Age_35_to_44 1.00 0.97 0.74
## Age_45_to_54 1.00 0.98 0.73
## Age_55_to_64 0.99 0.97 0.70
## Age_over_64 0.98 0.95 0.68
## Total 1.00 0.96 0.71
## Owner Occupied 0.98 0.93 0.70
## Renter Occupied 0.99 0.99 0.72
## Total_people 1.00 0.97 0.73
## Total With Disabilities 0.99 0.95 0.71
## Hearing 0.98 0.93 0.72
## Vision difficulty 0.97 0.94 0.73
## cognative 0.99 0.95 0.71
## ambulatory difficulty 0.98 0.95 0.71
## Self-care difficulty 0.99 0.98 0.71
## Independent living difficulty 0.99 0.97 0.70
## No Disability 1.00 0.98 0.73
## DisabilityRate -0.29 -0.26 -0.24
## Not in labor force EmploymentRate
## In labor force: 0.99 -0.03
## Civilian labor force: 0.99 -0.03
## Employed 0.99 -0.02
## Unemployed 0.97 -0.09
## In Armed Forces 0.72 -0.05
## Not in labor force 1.00 -0.11
## EmploymentRate -0.11 1.00
## UnemploymentRate 0.32 -0.45
## NotInLaborForceRate 0.07 -0.96
## Education_Total_students 1.00 -0.06
## Education_Below_9th grade 0.93 -0.10
## Education_9th to 12th grade_no diploma 0.99 -0.13
## Education_High_school_graduate 0.98 -0.10
## Education_Some college_no degree 0.99 -0.05
## Education_Associates_degree 0.99 -0.08
## Education_Bachelors_degree 0.99 -0.02
## Education_Graduate_professional degree 0.97 -0.01
## U.S. citizen 1.00 -0.07
## Not a U.S. citizen 0.94 -0.03
## Total_age 1.00 -0.05
## Age_under_18 0.98 -0.03
## Age_18_to_24 0.99 -0.04
## Age_25_to_34 0.99 -0.04
## Age_35_to_44 0.99 -0.04
## Age_45_to_54 1.00 -0.06
## Age_55_to_64 1.00 -0.07
## Age_over_64 0.99 -0.10
## Total 0.99 -0.05
## Owner Occupied 0.98 -0.05
## Renter Occupied 0.99 -0.05
## Total_people 1.00 -0.05
## Total With Disabilities 1.00 -0.13
## Hearing 0.99 -0.11
## Vision difficulty 0.98 -0.18
## cognative 0.99 -0.13
## ambulatory difficulty 0.99 -0.16
## Self-care difficulty 1.00 -0.16
## Independent living difficulty 1.00 -0.15
## No Disability 0.99 -0.04
## DisabilityRate -0.21 -0.80
## UnemploymentRate NotInLaborForceRate
## In labor force: 0.31 -0.02
## Civilian labor force: 0.31 -0.02
## Employed 0.30 -0.02
## Unemployed 0.42 0.02
## In Armed Forces 0.17 -0.04
## Not in labor force 0.32 0.07
## EmploymentRate -0.45 -0.96
## UnemploymentRate 1.00 0.22
## NotInLaborForceRate 0.22 1.00
## Education_Total_students 0.32 0.02
## Education_Below_9th grade 0.35 0.04
## Education_9th to 12th grade_no diploma 0.32 0.09
## Education_High_school_graduate 0.29 0.07
## Education_Some college_no degree 0.28 0.01
## Education_Associates_degree 0.29 0.05
## Education_Bachelors_degree 0.33 -0.03
## Education_Graduate_professional degree 0.37 -0.05
## U.S. citizen 0.31 0.03
## Not a U.S. citizen 0.34 -0.04
## Total_age 0.31 0.01
## Age_under_18 0.29 -0.01
## Age_18_to_24 0.30 0.00
## Age_25_to_34 0.32 -0.01
## Age_35_to_44 0.31 -0.01
## Age_45_to_54 0.32 0.01
## Age_55_to_64 0.32 0.02
## Age_over_64 0.31 0.06
## Total 0.31 0.01
## Owner Occupied 0.28 0.02
## Renter Occupied 0.34 -0.01
## Total_people 0.31 0.01
## Total With Disabilities 0.31 0.10
## Hearing 0.27 0.08
## Vision difficulty 0.32 0.14
## cognative 0.31 0.10
## ambulatory difficulty 0.32 0.13
## Self-care difficulty 0.35 0.11
## Independent living difficulty 0.34 0.11
## No Disability 0.31 0.00
## DisabilityRate 0.03 0.87
## Education_Total_students
## In labor force: 1.00
## Civilian labor force: 1.00
## Employed 1.00
## Unemployed 0.97
## In Armed Forces 0.72
## Not in labor force 1.00
## EmploymentRate -0.06
## UnemploymentRate 0.32
## NotInLaborForceRate 0.02
## Education_Total_students 1.00
## Education_Below_9th grade 0.94
## Education_9th to 12th grade_no diploma 0.99
## Education_High_school_graduate 0.98
## Education_Some college_no degree 0.99
## Education_Associates_degree 0.99
## Education_Bachelors_degree 1.00
## Education_Graduate_professional degree 0.98
## U.S. citizen 1.00
## Not a U.S. citizen 0.95
## Total_age 1.00
## Age_under_18 0.99
## Age_18_to_24 0.99
## Age_25_to_34 1.00
## Age_35_to_44 1.00
## Age_45_to_54 1.00
## Age_55_to_64 1.00
## Age_over_64 0.99
## Total 1.00
## Owner Occupied 0.98
## Renter Occupied 0.99
## Total_people 1.00
## Total With Disabilities 0.99
## Hearing 0.99
## Vision difficulty 0.98
## cognative 0.99
## ambulatory difficulty 0.99
## Self-care difficulty 0.99
## Independent living difficulty 0.99
## No Disability 1.00
## DisabilityRate -0.26
## Education_Below_9th grade
## In labor force: 0.94
## Civilian labor force: 0.94
## Employed 0.94
## Unemployed 0.97
## In Armed Forces 0.71
## Not in labor force 0.93
## EmploymentRate -0.10
## UnemploymentRate 0.35
## NotInLaborForceRate 0.04
## Education_Total_students 0.94
## Education_Below_9th grade 1.00
## Education_9th to 12th grade_no diploma 0.96
## Education_High_school_graduate 0.87
## Education_Some college_no degree 0.94
## Education_Associates_degree 0.90
## Education_Bachelors_degree 0.94
## Education_Graduate_professional degree 0.92
## U.S. citizen 0.93
## Not a U.S. citizen 0.99
## Total_age 0.94
## Age_under_18 0.95
## Age_18_to_24 0.95
## Age_25_to_34 0.96
## Age_35_to_44 0.96
## Age_45_to_54 0.95
## Age_55_to_64 0.92
## Age_over_64 0.90
## Total 0.92
## Owner Occupied 0.88
## Renter Occupied 0.96
## Total_people 0.94
## Total With Disabilities 0.91
## Hearing 0.91
## Vision difficulty 0.93
## cognative 0.92
## ambulatory difficulty 0.91
## Self-care difficulty 0.95
## Independent living difficulty 0.93
## No Disability 0.95
## DisabilityRate -0.20
## Education_9th to 12th grade_no diploma
## In labor force: 0.98
## Civilian labor force: 0.98
## Employed 0.98
## Unemployed 0.97
## In Armed Forces 0.74
## Not in labor force 0.99
## EmploymentRate -0.13
## UnemploymentRate 0.32
## NotInLaborForceRate 0.09
## Education_Total_students 0.99
## Education_Below_9th grade 0.96
## Education_9th to 12th grade_no diploma 1.00
## Education_High_school_graduate 0.96
## Education_Some college_no degree 0.98
## Education_Associates_degree 0.96
## Education_Bachelors_degree 0.97
## Education_Graduate_professional degree 0.95
## U.S. citizen 0.99
## Not a U.S. citizen 0.95
## Total_age 0.99
## Age_under_18 0.99
## Age_18_to_24 0.99
## Age_25_to_34 0.99
## Age_35_to_44 0.99
## Age_45_to_54 0.99
## Age_55_to_64 0.98
## Age_over_64 0.96
## Total 0.98
## Owner Occupied 0.96
## Renter Occupied 0.98
## Total_people 0.99
## Total With Disabilities 0.98
## Hearing 0.98
## Vision difficulty 0.99
## cognative 0.98
## ambulatory difficulty 0.98
## Self-care difficulty 0.99
## Independent living difficulty 0.99
## No Disability 0.99
## DisabilityRate -0.18
## Education_High_school_graduate
## In labor force: 0.97
## Civilian labor force: 0.97
## Employed 0.98
## Unemployed 0.93
## In Armed Forces 0.66
## Not in labor force 0.98
## EmploymentRate -0.10
## UnemploymentRate 0.29
## NotInLaborForceRate 0.07
## Education_Total_students 0.98
## Education_Below_9th grade 0.87
## Education_9th to 12th grade_no diploma 0.96
## Education_High_school_graduate 1.00
## Education_Some college_no degree 0.96
## Education_Associates_degree 0.98
## Education_Bachelors_degree 0.96
## Education_Graduate_professional degree 0.94
## U.S. citizen 0.98
## Not a U.S. citizen 0.87
## Total_age 0.98
## Age_under_18 0.97
## Age_18_to_24 0.97
## Age_25_to_34 0.96
## Age_35_to_44 0.97
## Age_45_to_54 0.98
## Age_55_to_64 0.99
## Age_over_64 0.99
## Total 0.99
## Owner Occupied 0.99
## Renter Occupied 0.96
## Total_people 0.98
## Total With Disabilities 0.99
## Hearing 0.99
## Vision difficulty 0.97
## cognative 0.99
## ambulatory difficulty 0.99
## Self-care difficulty 0.97
## Independent living difficulty 0.98
## No Disability 0.97
## DisabilityRate -0.20
## Education_Some college_no degree
## In labor force: 0.99
## Civilian labor force: 0.99
## Employed 0.99
## Unemployed 0.96
## In Armed Forces 0.75
## Not in labor force 0.99
## EmploymentRate -0.05
## UnemploymentRate 0.28
## NotInLaborForceRate 0.01
## Education_Total_students 0.99
## Education_Below_9th grade 0.94
## Education_9th to 12th grade_no diploma 0.98
## Education_High_school_graduate 0.96
## Education_Some college_no degree 1.00
## Education_Associates_degree 0.98
## Education_Bachelors_degree 0.98
## Education_Graduate_professional degree 0.95
## U.S. citizen 0.99
## Not a U.S. citizen 0.94
## Total_age 0.99
## Age_under_18 0.99
## Age_18_to_24 0.99
## Age_25_to_34 0.99
## Age_35_to_44 0.99
## Age_45_to_54 0.99
## Age_55_to_64 0.98
## Age_over_64 0.97
## Total 0.99
## Owner Occupied 0.98
## Renter Occupied 0.98
## Total_people 0.99
## Total With Disabilities 0.98
## Hearing 0.99
## Vision difficulty 0.97
## cognative 0.98
## ambulatory difficulty 0.98
## Self-care difficulty 0.98
## Independent living difficulty 0.98
## No Disability 0.99
## DisabilityRate -0.25
## Education_Associates_degree
## In labor force: 0.98
## Civilian labor force: 0.98
## Employed 0.98
## Unemployed 0.95
## In Armed Forces 0.70
## Not in labor force 0.99
## EmploymentRate -0.08
## UnemploymentRate 0.29
## NotInLaborForceRate 0.05
## Education_Total_students 0.99
## Education_Below_9th grade 0.90
## Education_9th to 12th grade_no diploma 0.96
## Education_High_school_graduate 0.98
## Education_Some college_no degree 0.98
## Education_Associates_degree 1.00
## Education_Bachelors_degree 0.98
## Education_Graduate_professional degree 0.96
## U.S. citizen 0.99
## Not a U.S. citizen 0.91
## Total_age 0.98
## Age_under_18 0.97
## Age_18_to_24 0.97
## Age_25_to_34 0.97
## Age_35_to_44 0.97
## Age_45_to_54 0.98
## Age_55_to_64 0.99
## Age_over_64 0.99
## Total 0.99
## Owner Occupied 0.98
## Renter Occupied 0.97
## Total_people 0.98
## Total With Disabilities 0.99
## Hearing 0.98
## Vision difficulty 0.96
## cognative 0.98
## ambulatory difficulty 0.98
## Self-care difficulty 0.98
## Independent living difficulty 0.99
## No Disability 0.98
## DisabilityRate -0.24
## Education_Bachelors_degree
## In labor force: 1.00
## Civilian labor force: 1.00
## Employed 1.00
## Unemployed 0.98
## In Armed Forces 0.73
## Not in labor force 0.99
## EmploymentRate -0.02
## UnemploymentRate 0.33
## NotInLaborForceRate -0.03
## Education_Total_students 1.00
## Education_Below_9th grade 0.94
## Education_9th to 12th grade_no diploma 0.97
## Education_High_school_graduate 0.96
## Education_Some college_no degree 0.98
## Education_Associates_degree 0.98
## Education_Bachelors_degree 1.00
## Education_Graduate_professional degree 0.99
## U.S. citizen 0.99
## Not a U.S. citizen 0.95
## Total_age 0.99
## Age_under_18 0.98
## Age_18_to_24 0.99
## Age_25_to_34 0.99
## Age_35_to_44 0.99
## Age_45_to_54 1.00
## Age_55_to_64 0.99
## Age_over_64 0.98
## Total 0.99
## Owner Occupied 0.97
## Renter Occupied 0.99
## Total_people 0.99
## Total With Disabilities 0.98
## Hearing 0.97
## Vision difficulty 0.96
## cognative 0.98
## ambulatory difficulty 0.97
## Self-care difficulty 0.98
## Independent living difficulty 0.98
## No Disability 1.00
## DisabilityRate -0.31
## Education_Graduate_professional degree
## In labor force: 0.98
## Civilian labor force: 0.98
## Employed 0.98
## Unemployed 0.98
## In Armed Forces 0.71
## Not in labor force 0.97
## EmploymentRate -0.01
## UnemploymentRate 0.37
## NotInLaborForceRate -0.05
## Education_Total_students 0.98
## Education_Below_9th grade 0.92
## Education_9th to 12th grade_no diploma 0.95
## Education_High_school_graduate 0.94
## Education_Some college_no degree 0.95
## Education_Associates_degree 0.96
## Education_Bachelors_degree 0.99
## Education_Graduate_professional degree 1.00
## U.S. citizen 0.97
## Not a U.S. citizen 0.93
## Total_age 0.98
## Age_under_18 0.96
## Age_18_to_24 0.97
## Age_25_to_34 0.97
## Age_35_to_44 0.97
## Age_45_to_54 0.98
## Age_55_to_64 0.98
## Age_over_64 0.97
## Total 0.97
## Owner Occupied 0.95
## Renter Occupied 0.98
## Total_people 0.98
## Total With Disabilities 0.95
## Hearing 0.94
## Vision difficulty 0.93
## cognative 0.95
## ambulatory difficulty 0.95
## Self-care difficulty 0.97
## Independent living difficulty 0.97
## No Disability 0.98
## DisabilityRate -0.34
## U.S. citizen Not a U.S. citizen
## In labor force: 1.00 0.95
## Civilian labor force: 1.00 0.95
## Employed 1.00 0.95
## Unemployed 0.97 0.97
## In Armed Forces 0.72 0.72
## Not in labor force 1.00 0.94
## EmploymentRate -0.07 -0.03
## UnemploymentRate 0.31 0.34
## NotInLaborForceRate 0.03 -0.04
## Education_Total_students 1.00 0.95
## Education_Below_9th grade 0.93 0.99
## Education_9th to 12th grade_no diploma 0.99 0.95
## Education_High_school_graduate 0.98 0.87
## Education_Some college_no degree 0.99 0.94
## Education_Associates_degree 0.99 0.91
## Education_Bachelors_degree 0.99 0.95
## Education_Graduate_professional degree 0.97 0.93
## U.S. citizen 1.00 0.94
## Not a U.S. citizen 0.94 1.00
## Total_age 1.00 0.95
## Age_under_18 0.99 0.95
## Age_18_to_24 1.00 0.95
## Age_25_to_34 0.99 0.96
## Age_35_to_44 1.00 0.96
## Age_45_to_54 1.00 0.95
## Age_55_to_64 1.00 0.93
## Age_over_64 0.98 0.91
## Total 1.00 0.93
## Owner Occupied 0.99 0.88
## Renter Occupied 0.99 0.96
## Total_people 1.00 0.95
## Total With Disabilities 0.99 0.91
## Hearing 0.99 0.91
## Vision difficulty 0.98 0.91
## cognative 0.99 0.91
## ambulatory difficulty 0.99 0.91
## Self-care difficulty 0.99 0.94
## Independent living difficulty 0.99 0.93
## No Disability 1.00 0.95
## DisabilityRate -0.24 -0.30
## Total_age Age_under_18 Age_18_to_24
## In labor force: 1.00 0.99 1.00
## Civilian labor force: 1.00 0.99 1.00
## Employed 1.00 0.99 1.00
## Unemployed 0.97 0.96 0.97
## In Armed Forces 0.73 0.74 0.74
## Not in labor force 1.00 0.98 0.99
## EmploymentRate -0.05 -0.03 -0.04
## UnemploymentRate 0.31 0.29 0.30
## NotInLaborForceRate 0.01 -0.01 0.00
## Education_Total_students 1.00 0.99 0.99
## Education_Below_9th grade 0.94 0.95 0.95
## Education_9th to 12th grade_no diploma 0.99 0.99 0.99
## Education_High_school_graduate 0.98 0.97 0.97
## Education_Some college_no degree 0.99 0.99 0.99
## Education_Associates_degree 0.98 0.97 0.97
## Education_Bachelors_degree 0.99 0.98 0.99
## Education_Graduate_professional degree 0.98 0.96 0.97
## U.S. citizen 1.00 0.99 1.00
## Not a U.S. citizen 0.95 0.95 0.95
## Total_age 1.00 0.99 1.00
## Age_under_18 0.99 1.00 1.00
## Age_18_to_24 1.00 1.00 1.00
## Age_25_to_34 1.00 1.00 1.00
## Age_35_to_44 1.00 1.00 1.00
## Age_45_to_54 1.00 0.99 1.00
## Age_55_to_64 1.00 0.98 0.99
## Age_over_64 0.98 0.96 0.97
## Total 1.00 0.99 0.99
## Owner Occupied 0.98 0.98 0.98
## Renter Occupied 0.99 0.99 0.99
## Total_people 1.00 0.99 1.00
## Total With Disabilities 0.99 0.98 0.99
## Hearing 0.99 0.98 0.98
## Vision difficulty 0.98 0.98 0.98
## cognative 0.99 0.98 0.99
## ambulatory difficulty 0.99 0.98 0.98
## Self-care difficulty 0.99 0.98 0.98
## Independent living difficulty 0.99 0.98 0.98
## No Disability 1.00 1.00 1.00
## DisabilityRate -0.26 -0.27 -0.26
## Age_25_to_34 Age_35_to_44 Age_45_to_54
## In labor force: 1.00 1.00 1.00
## Civilian labor force: 1.00 1.00 1.00
## Employed 1.00 1.00 1.00
## Unemployed 0.98 0.97 0.98
## In Armed Forces 0.74 0.74 0.73
## Not in labor force 0.99 0.99 1.00
## EmploymentRate -0.04 -0.04 -0.06
## UnemploymentRate 0.32 0.31 0.32
## NotInLaborForceRate -0.01 -0.01 0.01
## Education_Total_students 1.00 1.00 1.00
## Education_Below_9th grade 0.96 0.96 0.95
## Education_9th to 12th grade_no diploma 0.99 0.99 0.99
## Education_High_school_graduate 0.96 0.97 0.98
## Education_Some college_no degree 0.99 0.99 0.99
## Education_Associates_degree 0.97 0.97 0.98
## Education_Bachelors_degree 0.99 0.99 1.00
## Education_Graduate_professional degree 0.97 0.97 0.98
## U.S. citizen 0.99 1.00 1.00
## Not a U.S. citizen 0.96 0.96 0.95
## Total_age 1.00 1.00 1.00
## Age_under_18 1.00 1.00 0.99
## Age_18_to_24 1.00 1.00 1.00
## Age_25_to_34 1.00 1.00 1.00
## Age_35_to_44 1.00 1.00 1.00
## Age_45_to_54 1.00 1.00 1.00
## Age_55_to_64 0.99 0.99 1.00
## Age_over_64 0.97 0.97 0.98
## Total 0.99 0.99 1.00
## Owner Occupied 0.97 0.98 0.98
## Renter Occupied 0.99 0.99 0.99
## Total_people 1.00 1.00 1.00
## Total With Disabilities 0.98 0.98 0.99
## Hearing 0.98 0.98 0.98
## Vision difficulty 0.97 0.98 0.98
## cognative 0.98 0.98 0.99
## ambulatory difficulty 0.98 0.98 0.99
## Self-care difficulty 0.99 0.99 0.99
## Independent living difficulty 0.98 0.98 0.99
## No Disability 1.00 1.00 1.00
## DisabilityRate -0.27 -0.27 -0.26
## Age_55_to_64 Age_over_64 Total
## In labor force: 0.99 0.98 1.00
## Civilian labor force: 1.00 0.98 1.00
## Employed 0.99 0.98 1.00
## Unemployed 0.97 0.95 0.96
## In Armed Forces 0.70 0.68 0.71
## Not in labor force 1.00 0.99 0.99
## EmploymentRate -0.07 -0.10 -0.05
## UnemploymentRate 0.32 0.31 0.31
## NotInLaborForceRate 0.02 0.06 0.01
## Education_Total_students 1.00 0.99 1.00
## Education_Below_9th grade 0.92 0.90 0.92
## Education_9th to 12th grade_no diploma 0.98 0.96 0.98
## Education_High_school_graduate 0.99 0.99 0.99
## Education_Some college_no degree 0.98 0.97 0.99
## Education_Associates_degree 0.99 0.99 0.99
## Education_Bachelors_degree 0.99 0.98 0.99
## Education_Graduate_professional degree 0.98 0.97 0.97
## U.S. citizen 1.00 0.98 1.00
## Not a U.S. citizen 0.93 0.91 0.93
## Total_age 1.00 0.98 1.00
## Age_under_18 0.98 0.96 0.99
## Age_18_to_24 0.99 0.97 0.99
## Age_25_to_34 0.99 0.97 0.99
## Age_35_to_44 0.99 0.97 0.99
## Age_45_to_54 1.00 0.98 1.00
## Age_55_to_64 1.00 0.99 1.00
## Age_over_64 0.99 1.00 0.99
## Total 1.00 0.99 1.00
## Owner Occupied 0.99 0.98 0.99
## Renter Occupied 0.99 0.97 0.99
## Total_people 1.00 0.98 1.00
## Total With Disabilities 0.99 0.99 0.99
## Hearing 0.98 0.98 0.99
## Vision difficulty 0.97 0.96 0.98
## cognative 0.99 0.98 0.99
## ambulatory difficulty 0.99 0.99 0.99
## Self-care difficulty 0.99 0.98 0.99
## Independent living difficulty 0.99 0.99 0.99
## No Disability 0.99 0.98 1.00
## DisabilityRate -0.26 -0.23 -0.26
## Owner Occupied Renter Occupied
## In labor force: 0.98 0.99
## Civilian labor force: 0.98 0.99
## Employed 0.98 0.99
## Unemployed 0.93 0.99
## In Armed Forces 0.70 0.72
## Not in labor force 0.98 0.99
## EmploymentRate -0.05 -0.05
## UnemploymentRate 0.28 0.34
## NotInLaborForceRate 0.02 -0.01
## Education_Total_students 0.98 0.99
## Education_Below_9th grade 0.88 0.96
## Education_9th to 12th grade_no diploma 0.96 0.98
## Education_High_school_graduate 0.99 0.96
## Education_Some college_no degree 0.98 0.98
## Education_Associates_degree 0.98 0.97
## Education_Bachelors_degree 0.97 0.99
## Education_Graduate_professional degree 0.95 0.98
## U.S. citizen 0.99 0.99
## Not a U.S. citizen 0.88 0.96
## Total_age 0.98 0.99
## Age_under_18 0.98 0.99
## Age_18_to_24 0.98 0.99
## Age_25_to_34 0.97 0.99
## Age_35_to_44 0.98 0.99
## Age_45_to_54 0.98 0.99
## Age_55_to_64 0.99 0.99
## Age_over_64 0.98 0.97
## Total 0.99 0.99
## Owner Occupied 1.00 0.96
## Renter Occupied 0.96 1.00
## Total_people 0.98 0.99
## Total With Disabilities 0.99 0.98
## Hearing 0.99 0.97
## Vision difficulty 0.97 0.96
## cognative 0.99 0.98
## ambulatory difficulty 0.99 0.97
## Self-care difficulty 0.97 0.99
## Independent living difficulty 0.98 0.98
## No Disability 0.98 0.99
## DisabilityRate -0.25 -0.27
## Total_people Total With Disabilities
## In labor force: 1.00 0.99
## Civilian labor force: 1.00 0.99
## Employed 1.00 0.99
## Unemployed 0.97 0.95
## In Armed Forces 0.73 0.71
## Not in labor force 1.00 1.00
## EmploymentRate -0.05 -0.13
## UnemploymentRate 0.31 0.31
## NotInLaborForceRate 0.01 0.10
## Education_Total_students 1.00 0.99
## Education_Below_9th grade 0.94 0.91
## Education_9th to 12th grade_no diploma 0.99 0.98
## Education_High_school_graduate 0.98 0.99
## Education_Some college_no degree 0.99 0.98
## Education_Associates_degree 0.98 0.99
## Education_Bachelors_degree 0.99 0.98
## Education_Graduate_professional degree 0.98 0.95
## U.S. citizen 1.00 0.99
## Not a U.S. citizen 0.95 0.91
## Total_age 1.00 0.99
## Age_under_18 0.99 0.98
## Age_18_to_24 1.00 0.99
## Age_25_to_34 1.00 0.98
## Age_35_to_44 1.00 0.98
## Age_45_to_54 1.00 0.99
## Age_55_to_64 1.00 0.99
## Age_over_64 0.98 0.99
## Total 1.00 0.99
## Owner Occupied 0.98 0.99
## Renter Occupied 0.99 0.98
## Total_people 1.00 0.99
## Total With Disabilities 0.99 1.00
## Hearing 0.99 1.00
## Vision difficulty 0.98 0.99
## cognative 0.99 1.00
## ambulatory difficulty 0.99 1.00
## Self-care difficulty 0.99 0.99
## Independent living difficulty 0.99 0.99
## No Disability 1.00 0.99
## DisabilityRate -0.26 -0.17
## Hearing Vision difficulty cognative
## In labor force: 0.98 0.97 0.99
## Civilian labor force: 0.98 0.97 0.99
## Employed 0.98 0.97 0.99
## Unemployed 0.93 0.94 0.95
## In Armed Forces 0.72 0.73 0.71
## Not in labor force 0.99 0.98 0.99
## EmploymentRate -0.11 -0.18 -0.13
## UnemploymentRate 0.27 0.32 0.31
## NotInLaborForceRate 0.08 0.14 0.10
## Education_Total_students 0.99 0.98 0.99
## Education_Below_9th grade 0.91 0.93 0.92
## Education_9th to 12th grade_no diploma 0.98 0.99 0.98
## Education_High_school_graduate 0.99 0.97 0.99
## Education_Some college_no degree 0.99 0.97 0.98
## Education_Associates_degree 0.98 0.96 0.98
## Education_Bachelors_degree 0.97 0.96 0.98
## Education_Graduate_professional degree 0.94 0.93 0.95
## U.S. citizen 0.99 0.98 0.99
## Not a U.S. citizen 0.91 0.91 0.91
## Total_age 0.99 0.98 0.99
## Age_under_18 0.98 0.98 0.98
## Age_18_to_24 0.98 0.98 0.99
## Age_25_to_34 0.98 0.97 0.98
## Age_35_to_44 0.98 0.98 0.98
## Age_45_to_54 0.98 0.98 0.99
## Age_55_to_64 0.98 0.97 0.99
## Age_over_64 0.98 0.96 0.98
## Total 0.99 0.98 0.99
## Owner Occupied 0.99 0.97 0.99
## Renter Occupied 0.97 0.96 0.98
## Total_people 0.99 0.98 0.99
## Total With Disabilities 1.00 0.99 1.00
## Hearing 1.00 0.99 1.00
## Vision difficulty 0.99 1.00 0.99
## cognative 1.00 0.99 1.00
## ambulatory difficulty 0.99 0.99 1.00
## Self-care difficulty 0.98 0.98 0.99
## Independent living difficulty 0.98 0.98 0.99
## No Disability 0.98 0.98 0.99
## DisabilityRate -0.18 -0.11 -0.16
## ambulatory difficulty
## In labor force: 0.98
## Civilian labor force: 0.98
## Employed 0.98
## Unemployed 0.95
## In Armed Forces 0.71
## Not in labor force 0.99
## EmploymentRate -0.16
## UnemploymentRate 0.32
## NotInLaborForceRate 0.13
## Education_Total_students 0.99
## Education_Below_9th grade 0.91
## Education_9th to 12th grade_no diploma 0.98
## Education_High_school_graduate 0.99
## Education_Some college_no degree 0.98
## Education_Associates_degree 0.98
## Education_Bachelors_degree 0.97
## Education_Graduate_professional degree 0.95
## U.S. citizen 0.99
## Not a U.S. citizen 0.91
## Total_age 0.99
## Age_under_18 0.98
## Age_18_to_24 0.98
## Age_25_to_34 0.98
## Age_35_to_44 0.98
## Age_45_to_54 0.99
## Age_55_to_64 0.99
## Age_over_64 0.99
## Total 0.99
## Owner Occupied 0.99
## Renter Occupied 0.97
## Total_people 0.99
## Total With Disabilities 1.00
## Hearing 0.99
## Vision difficulty 0.99
## cognative 1.00
## ambulatory difficulty 1.00
## Self-care difficulty 0.99
## Independent living difficulty 0.99
## No Disability 0.98
## DisabilityRate -0.14
## Self-care difficulty
## In labor force: 0.99
## Civilian labor force: 0.99
## Employed 0.99
## Unemployed 0.98
## In Armed Forces 0.71
## Not in labor force 1.00
## EmploymentRate -0.16
## UnemploymentRate 0.35
## NotInLaborForceRate 0.11
## Education_Total_students 0.99
## Education_Below_9th grade 0.95
## Education_9th to 12th grade_no diploma 0.99
## Education_High_school_graduate 0.97
## Education_Some college_no degree 0.98
## Education_Associates_degree 0.98
## Education_Bachelors_degree 0.98
## Education_Graduate_professional degree 0.97
## U.S. citizen 0.99
## Not a U.S. citizen 0.94
## Total_age 0.99
## Age_under_18 0.98
## Age_18_to_24 0.98
## Age_25_to_34 0.99
## Age_35_to_44 0.99
## Age_45_to_54 0.99
## Age_55_to_64 0.99
## Age_over_64 0.98
## Total 0.99
## Owner Occupied 0.97
## Renter Occupied 0.99
## Total_people 0.99
## Total With Disabilities 0.99
## Hearing 0.98
## Vision difficulty 0.98
## cognative 0.99
## ambulatory difficulty 0.99
## Self-care difficulty 1.00
## Independent living difficulty 1.00
## No Disability 0.99
## DisabilityRate -0.16
## Independent living difficulty
## In labor force: 0.99
## Civilian labor force: 0.99
## Employed 0.99
## Unemployed 0.97
## In Armed Forces 0.70
## Not in labor force 1.00
## EmploymentRate -0.15
## UnemploymentRate 0.34
## NotInLaborForceRate 0.11
## Education_Total_students 0.99
## Education_Below_9th grade 0.93
## Education_9th to 12th grade_no diploma 0.99
## Education_High_school_graduate 0.98
## Education_Some college_no degree 0.98
## Education_Associates_degree 0.99
## Education_Bachelors_degree 0.98
## Education_Graduate_professional degree 0.97
## U.S. citizen 0.99
## Not a U.S. citizen 0.93
## Total_age 0.99
## Age_under_18 0.98
## Age_18_to_24 0.98
## Age_25_to_34 0.98
## Age_35_to_44 0.98
## Age_45_to_54 0.99
## Age_55_to_64 0.99
## Age_over_64 0.99
## Total 0.99
## Owner Occupied 0.98
## Renter Occupied 0.98
## Total_people 0.99
## Total With Disabilities 0.99
## Hearing 0.98
## Vision difficulty 0.98
## cognative 0.99
## ambulatory difficulty 0.99
## Self-care difficulty 1.00
## Independent living difficulty 1.00
## No Disability 0.99
## DisabilityRate -0.16
## No Disability DisabilityRate
## In labor force: 1.00 -0.29
## Civilian labor force: 1.00 -0.29
## Employed 1.00 -0.29
## Unemployed 0.98 -0.26
## In Armed Forces 0.73 -0.24
## Not in labor force 0.99 -0.21
## EmploymentRate -0.04 -0.80
## UnemploymentRate 0.31 0.03
## NotInLaborForceRate 0.00 0.87
## Education_Total_students 1.00 -0.26
## Education_Below_9th grade 0.95 -0.20
## Education_9th to 12th grade_no diploma 0.99 -0.18
## Education_High_school_graduate 0.97 -0.20
## Education_Some college_no degree 0.99 -0.25
## Education_Associates_degree 0.98 -0.24
## Education_Bachelors_degree 1.00 -0.31
## Education_Graduate_professional degree 0.98 -0.34
## U.S. citizen 1.00 -0.24
## Not a U.S. citizen 0.95 -0.30
## Total_age 1.00 -0.26
## Age_under_18 1.00 -0.27
## Age_18_to_24 1.00 -0.26
## Age_25_to_34 1.00 -0.27
## Age_35_to_44 1.00 -0.27
## Age_45_to_54 1.00 -0.26
## Age_55_to_64 0.99 -0.26
## Age_over_64 0.98 -0.23
## Total 1.00 -0.26
## Owner Occupied 0.98 -0.25
## Renter Occupied 0.99 -0.27
## Total_people 1.00 -0.26
## Total With Disabilities 0.99 -0.17
## Hearing 0.98 -0.18
## Vision difficulty 0.98 -0.11
## cognative 0.99 -0.16
## ambulatory difficulty 0.98 -0.14
## Self-care difficulty 0.99 -0.16
## Independent living difficulty 0.99 -0.16
## No Disability 1.00 -0.27
## DisabilityRate -0.27 1.00| In labor force: | Civilian labor force: | Employed | Unemployed | In Armed Forces | Not in labor force | EmploymentRate | UnemploymentRate | NotInLaborForceRate | Education_Total_students | Education_Below_9th grade | Education_9th to 12th grade_no diploma | Education_High_school_graduate | Education_Some college_no degree | Education_Associates_degree | Education_Bachelors_degree | Education_Graduate_professional degree | U.S. citizen | Not a U.S. citizen | Total_age | Age_under_18 | Age_18_to_24 | Age_25_to_34 | Age_35_to_44 | Age_45_to_54 | Age_55_to_64 | Age_over_64 | Total | Owner Occupied | Renter Occupied | Total_people | Total With Disabilities | Hearing | Vision difficulty | cognative | ambulatory difficulty | Self-care difficulty | Independent living difficulty | No Disability | DisabilityRate | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| In labor force: | 1.00 | 1.00 | 1.00 | 0.97 | 0.73 | 0.99 | -0.03 | 0.31 | -0.02 | 1.00 | 0.94 | 0.98 | 0.97 | 0.99 | 0.98 | 1.00 | 0.98 | 1.00 | 0.95 | 1.00 | 0.99 | 1.00 | 1.00 | 1.00 | 1.00 | 0.99 | 0.98 | 1.00 | 0.98 | 0.99 | 1.00 | 0.99 | 0.98 | 0.97 | 0.99 | 0.98 | 0.99 | 0.99 | 1.00 | -0.29 |
| Civilian labor force: | 1.00 | 1.00 | 1.00 | 0.98 | 0.72 | 0.99 | -0.03 | 0.31 | -0.02 | 1.00 | 0.94 | 0.98 | 0.97 | 0.99 | 0.98 | 1.00 | 0.98 | 1.00 | 0.95 | 1.00 | 0.99 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.98 | 1.00 | 0.98 | 0.99 | 1.00 | 0.99 | 0.98 | 0.97 | 0.99 | 0.98 | 0.99 | 0.99 | 1.00 | -0.29 |
| Employed | 1.00 | 1.00 | 1.00 | 0.97 | 0.73 | 0.99 | -0.02 | 0.30 | -0.02 | 1.00 | 0.94 | 0.98 | 0.98 | 0.99 | 0.98 | 1.00 | 0.98 | 1.00 | 0.95 | 1.00 | 0.99 | 1.00 | 1.00 | 1.00 | 1.00 | 0.99 | 0.98 | 1.00 | 0.98 | 0.99 | 1.00 | 0.99 | 0.98 | 0.97 | 0.99 | 0.98 | 0.99 | 0.99 | 1.00 | -0.29 |
| Unemployed | 0.97 | 0.98 | 0.97 | 1.00 | 0.68 | 0.97 | -0.09 | 0.42 | 0.02 | 0.97 | 0.97 | 0.97 | 0.93 | 0.96 | 0.95 | 0.98 | 0.98 | 0.97 | 0.97 | 0.97 | 0.96 | 0.97 | 0.98 | 0.97 | 0.98 | 0.97 | 0.95 | 0.96 | 0.93 | 0.99 | 0.97 | 0.95 | 0.93 | 0.94 | 0.95 | 0.95 | 0.98 | 0.97 | 0.98 | -0.26 |
| In Armed Forces | 0.73 | 0.72 | 0.73 | 0.68 | 1.00 | 0.72 | -0.05 | 0.17 | -0.04 | 0.72 | 0.71 | 0.74 | 0.66 | 0.75 | 0.70 | 0.73 | 0.71 | 0.72 | 0.72 | 0.73 | 0.74 | 0.74 | 0.74 | 0.74 | 0.73 | 0.70 | 0.68 | 0.71 | 0.70 | 0.72 | 0.73 | 0.71 | 0.72 | 0.73 | 0.71 | 0.71 | 0.71 | 0.70 | 0.73 | -0.24 |
| Not in labor force | 0.99 | 0.99 | 0.99 | 0.97 | 0.72 | 1.00 | -0.11 | 0.32 | 0.07 | 1.00 | 0.93 | 0.99 | 0.98 | 0.99 | 0.99 | 0.99 | 0.97 | 1.00 | 0.94 | 1.00 | 0.98 | 0.99 | 0.99 | 0.99 | 1.00 | 1.00 | 0.99 | 0.99 | 0.98 | 0.99 | 1.00 | 1.00 | 0.99 | 0.98 | 0.99 | 0.99 | 1.00 | 1.00 | 0.99 | -0.21 |
| EmploymentRate | -0.03 | -0.03 | -0.02 | -0.09 | -0.05 | -0.11 | 1.00 | -0.45 | -0.96 | -0.06 | -0.10 | -0.13 | -0.10 | -0.05 | -0.08 | -0.02 | -0.01 | -0.07 | -0.03 | -0.05 | -0.03 | -0.04 | -0.04 | -0.04 | -0.06 | -0.07 | -0.10 | -0.05 | -0.05 | -0.05 | -0.05 | -0.13 | -0.11 | -0.18 | -0.13 | -0.16 | -0.16 | -0.15 | -0.04 | -0.80 |
| UnemploymentRate | 0.31 | 0.31 | 0.30 | 0.42 | 0.17 | 0.32 | -0.45 | 1.00 | 0.22 | 0.32 | 0.35 | 0.32 | 0.29 | 0.28 | 0.29 | 0.33 | 0.37 | 0.31 | 0.34 | 0.31 | 0.29 | 0.30 | 0.32 | 0.31 | 0.32 | 0.32 | 0.31 | 0.31 | 0.28 | 0.34 | 0.31 | 0.31 | 0.27 | 0.32 | 0.31 | 0.32 | 0.35 | 0.34 | 0.31 | 0.03 |
| NotInLaborForceRate | -0.02 | -0.02 | -0.02 | 0.02 | -0.04 | 0.07 | -0.96 | 0.22 | 1.00 | 0.02 | 0.04 | 0.09 | 0.07 | 0.01 | 0.05 | -0.03 | -0.05 | 0.03 | -0.04 | 0.01 | -0.01 | 0.00 | -0.01 | -0.01 | 0.01 | 0.02 | 0.06 | 0.01 | 0.02 | -0.01 | 0.01 | 0.10 | 0.08 | 0.14 | 0.10 | 0.13 | 0.11 | 0.11 | 0.00 | 0.87 |
| Education_Total_students | 1.00 | 1.00 | 1.00 | 0.97 | 0.72 | 1.00 | -0.06 | 0.32 | 0.02 | 1.00 | 0.94 | 0.99 | 0.98 | 0.99 | 0.99 | 1.00 | 0.98 | 1.00 | 0.95 | 1.00 | 0.99 | 0.99 | 1.00 | 1.00 | 1.00 | 1.00 | 0.99 | 1.00 | 0.98 | 0.99 | 1.00 | 0.99 | 0.99 | 0.98 | 0.99 | 0.99 | 0.99 | 0.99 | 1.00 | -0.26 |
| Education_Below_9th grade | 0.94 | 0.94 | 0.94 | 0.97 | 0.71 | 0.93 | -0.10 | 0.35 | 0.04 | 0.94 | 1.00 | 0.96 | 0.87 | 0.94 | 0.90 | 0.94 | 0.92 | 0.93 | 0.99 | 0.94 | 0.95 | 0.95 | 0.96 | 0.96 | 0.95 | 0.92 | 0.90 | 0.92 | 0.88 | 0.96 | 0.94 | 0.91 | 0.91 | 0.93 | 0.92 | 0.91 | 0.95 | 0.93 | 0.95 | -0.20 |
| Education_9th to 12th grade_no diploma | 0.98 | 0.98 | 0.98 | 0.97 | 0.74 | 0.99 | -0.13 | 0.32 | 0.09 | 0.99 | 0.96 | 1.00 | 0.96 | 0.98 | 0.96 | 0.97 | 0.95 | 0.99 | 0.95 | 0.99 | 0.99 | 0.99 | 0.99 | 0.99 | 0.99 | 0.98 | 0.96 | 0.98 | 0.96 | 0.98 | 0.99 | 0.98 | 0.98 | 0.99 | 0.98 | 0.98 | 0.99 | 0.99 | 0.99 | -0.18 |
| Education_High_school_graduate | 0.97 | 0.97 | 0.98 | 0.93 | 0.66 | 0.98 | -0.10 | 0.29 | 0.07 | 0.98 | 0.87 | 0.96 | 1.00 | 0.96 | 0.98 | 0.96 | 0.94 | 0.98 | 0.87 | 0.98 | 0.97 | 0.97 | 0.96 | 0.97 | 0.98 | 0.99 | 0.99 | 0.99 | 0.99 | 0.96 | 0.98 | 0.99 | 0.99 | 0.97 | 0.99 | 0.99 | 0.97 | 0.98 | 0.97 | -0.20 |
| Education_Some college_no degree | 0.99 | 0.99 | 0.99 | 0.96 | 0.75 | 0.99 | -0.05 | 0.28 | 0.01 | 0.99 | 0.94 | 0.98 | 0.96 | 1.00 | 0.98 | 0.98 | 0.95 | 0.99 | 0.94 | 0.99 | 0.99 | 0.99 | 0.99 | 0.99 | 0.99 | 0.98 | 0.97 | 0.99 | 0.98 | 0.98 | 0.99 | 0.98 | 0.99 | 0.97 | 0.98 | 0.98 | 0.98 | 0.98 | 0.99 | -0.25 |
| Education_Associates_degree | 0.98 | 0.98 | 0.98 | 0.95 | 0.70 | 0.99 | -0.08 | 0.29 | 0.05 | 0.99 | 0.90 | 0.96 | 0.98 | 0.98 | 1.00 | 0.98 | 0.96 | 0.99 | 0.91 | 0.98 | 0.97 | 0.97 | 0.97 | 0.97 | 0.98 | 0.99 | 0.99 | 0.99 | 0.98 | 0.97 | 0.98 | 0.99 | 0.98 | 0.96 | 0.98 | 0.98 | 0.98 | 0.99 | 0.98 | -0.24 |
| Education_Bachelors_degree | 1.00 | 1.00 | 1.00 | 0.98 | 0.73 | 0.99 | -0.02 | 0.33 | -0.03 | 1.00 | 0.94 | 0.97 | 0.96 | 0.98 | 0.98 | 1.00 | 0.99 | 0.99 | 0.95 | 0.99 | 0.98 | 0.99 | 0.99 | 0.99 | 1.00 | 0.99 | 0.98 | 0.99 | 0.97 | 0.99 | 0.99 | 0.98 | 0.97 | 0.96 | 0.98 | 0.97 | 0.98 | 0.98 | 1.00 | -0.31 |
| Education_Graduate_professional degree | 0.98 | 0.98 | 0.98 | 0.98 | 0.71 | 0.97 | -0.01 | 0.37 | -0.05 | 0.98 | 0.92 | 0.95 | 0.94 | 0.95 | 0.96 | 0.99 | 1.00 | 0.97 | 0.93 | 0.98 | 0.96 | 0.97 | 0.97 | 0.97 | 0.98 | 0.98 | 0.97 | 0.97 | 0.95 | 0.98 | 0.98 | 0.95 | 0.94 | 0.93 | 0.95 | 0.95 | 0.97 | 0.97 | 0.98 | -0.34 |
| U.S. citizen | 1.00 | 1.00 | 1.00 | 0.97 | 0.72 | 1.00 | -0.07 | 0.31 | 0.03 | 1.00 | 0.93 | 0.99 | 0.98 | 0.99 | 0.99 | 0.99 | 0.97 | 1.00 | 0.94 | 1.00 | 0.99 | 1.00 | 0.99 | 1.00 | 1.00 | 1.00 | 0.98 | 1.00 | 0.99 | 0.99 | 1.00 | 0.99 | 0.99 | 0.98 | 0.99 | 0.99 | 0.99 | 0.99 | 1.00 | -0.24 |
| Not a U.S. citizen | 0.95 | 0.95 | 0.95 | 0.97 | 0.72 | 0.94 | -0.03 | 0.34 | -0.04 | 0.95 | 0.99 | 0.95 | 0.87 | 0.94 | 0.91 | 0.95 | 0.93 | 0.94 | 1.00 | 0.95 | 0.95 | 0.95 | 0.96 | 0.96 | 0.95 | 0.93 | 0.91 | 0.93 | 0.88 | 0.96 | 0.95 | 0.91 | 0.91 | 0.91 | 0.91 | 0.91 | 0.94 | 0.93 | 0.95 | -0.30 |
| Total_age | 1.00 | 1.00 | 1.00 | 0.97 | 0.73 | 1.00 | -0.05 | 0.31 | 0.01 | 1.00 | 0.94 | 0.99 | 0.98 | 0.99 | 0.98 | 0.99 | 0.98 | 1.00 | 0.95 | 1.00 | 0.99 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.98 | 1.00 | 0.98 | 0.99 | 1.00 | 0.99 | 0.99 | 0.98 | 0.99 | 0.99 | 0.99 | 0.99 | 1.00 | -0.26 |
| Age_under_18 | 0.99 | 0.99 | 0.99 | 0.96 | 0.74 | 0.98 | -0.03 | 0.29 | -0.01 | 0.99 | 0.95 | 0.99 | 0.97 | 0.99 | 0.97 | 0.98 | 0.96 | 0.99 | 0.95 | 0.99 | 1.00 | 1.00 | 1.00 | 1.00 | 0.99 | 0.98 | 0.96 | 0.99 | 0.98 | 0.99 | 0.99 | 0.98 | 0.98 | 0.98 | 0.98 | 0.98 | 0.98 | 0.98 | 1.00 | -0.27 |
| Age_18_to_24 | 1.00 | 1.00 | 1.00 | 0.97 | 0.74 | 0.99 | -0.04 | 0.30 | 0.00 | 0.99 | 0.95 | 0.99 | 0.97 | 0.99 | 0.97 | 0.99 | 0.97 | 1.00 | 0.95 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.99 | 0.97 | 0.99 | 0.98 | 0.99 | 1.00 | 0.99 | 0.98 | 0.98 | 0.99 | 0.98 | 0.98 | 0.98 | 1.00 | -0.26 |
| Age_25_to_34 | 1.00 | 1.00 | 1.00 | 0.98 | 0.74 | 0.99 | -0.04 | 0.32 | -0.01 | 1.00 | 0.96 | 0.99 | 0.96 | 0.99 | 0.97 | 0.99 | 0.97 | 0.99 | 0.96 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.99 | 0.97 | 0.99 | 0.97 | 0.99 | 1.00 | 0.98 | 0.98 | 0.97 | 0.98 | 0.98 | 0.99 | 0.98 | 1.00 | -0.27 |
| Age_35_to_44 | 1.00 | 1.00 | 1.00 | 0.97 | 0.74 | 0.99 | -0.04 | 0.31 | -0.01 | 1.00 | 0.96 | 0.99 | 0.97 | 0.99 | 0.97 | 0.99 | 0.97 | 1.00 | 0.96 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.99 | 0.97 | 0.99 | 0.98 | 0.99 | 1.00 | 0.98 | 0.98 | 0.98 | 0.98 | 0.98 | 0.99 | 0.98 | 1.00 | -0.27 |
| Age_45_to_54 | 1.00 | 1.00 | 1.00 | 0.98 | 0.73 | 1.00 | -0.06 | 0.32 | 0.01 | 1.00 | 0.95 | 0.99 | 0.98 | 0.99 | 0.98 | 1.00 | 0.98 | 1.00 | 0.95 | 1.00 | 0.99 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.98 | 1.00 | 0.98 | 0.99 | 1.00 | 0.99 | 0.98 | 0.98 | 0.99 | 0.99 | 0.99 | 0.99 | 1.00 | -0.26 |
| Age_55_to_64 | 0.99 | 1.00 | 0.99 | 0.97 | 0.70 | 1.00 | -0.07 | 0.32 | 0.02 | 1.00 | 0.92 | 0.98 | 0.99 | 0.98 | 0.99 | 0.99 | 0.98 | 1.00 | 0.93 | 1.00 | 0.98 | 0.99 | 0.99 | 0.99 | 1.00 | 1.00 | 0.99 | 1.00 | 0.99 | 0.99 | 1.00 | 0.99 | 0.98 | 0.97 | 0.99 | 0.99 | 0.99 | 0.99 | 0.99 | -0.26 |
| Age_over_64 | 0.98 | 0.98 | 0.98 | 0.95 | 0.68 | 0.99 | -0.10 | 0.31 | 0.06 | 0.99 | 0.90 | 0.96 | 0.99 | 0.97 | 0.99 | 0.98 | 0.97 | 0.98 | 0.91 | 0.98 | 0.96 | 0.97 | 0.97 | 0.97 | 0.98 | 0.99 | 1.00 | 0.99 | 0.98 | 0.97 | 0.98 | 0.99 | 0.98 | 0.96 | 0.98 | 0.99 | 0.98 | 0.99 | 0.98 | -0.23 |
| Total | 1.00 | 1.00 | 1.00 | 0.96 | 0.71 | 0.99 | -0.05 | 0.31 | 0.01 | 1.00 | 0.92 | 0.98 | 0.99 | 0.99 | 0.99 | 0.99 | 0.97 | 1.00 | 0.93 | 1.00 | 0.99 | 0.99 | 0.99 | 0.99 | 1.00 | 1.00 | 0.99 | 1.00 | 0.99 | 0.99 | 1.00 | 0.99 | 0.99 | 0.98 | 0.99 | 0.99 | 0.99 | 0.99 | 1.00 | -0.26 |
| Owner Occupied | 0.98 | 0.98 | 0.98 | 0.93 | 0.70 | 0.98 | -0.05 | 0.28 | 0.02 | 0.98 | 0.88 | 0.96 | 0.99 | 0.98 | 0.98 | 0.97 | 0.95 | 0.99 | 0.88 | 0.98 | 0.98 | 0.98 | 0.97 | 0.98 | 0.98 | 0.99 | 0.98 | 0.99 | 1.00 | 0.96 | 0.98 | 0.99 | 0.99 | 0.97 | 0.99 | 0.99 | 0.97 | 0.98 | 0.98 | -0.25 |
| Renter Occupied | 0.99 | 0.99 | 0.99 | 0.99 | 0.72 | 0.99 | -0.05 | 0.34 | -0.01 | 0.99 | 0.96 | 0.98 | 0.96 | 0.98 | 0.97 | 0.99 | 0.98 | 0.99 | 0.96 | 0.99 | 0.99 | 0.99 | 0.99 | 0.99 | 0.99 | 0.99 | 0.97 | 0.99 | 0.96 | 1.00 | 0.99 | 0.98 | 0.97 | 0.96 | 0.98 | 0.97 | 0.99 | 0.98 | 0.99 | -0.27 |
| Total_people | 1.00 | 1.00 | 1.00 | 0.97 | 0.73 | 1.00 | -0.05 | 0.31 | 0.01 | 1.00 | 0.94 | 0.99 | 0.98 | 0.99 | 0.98 | 0.99 | 0.98 | 1.00 | 0.95 | 1.00 | 0.99 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.98 | 1.00 | 0.98 | 0.99 | 1.00 | 0.99 | 0.99 | 0.98 | 0.99 | 0.99 | 0.99 | 0.99 | 1.00 | -0.26 |
| Total With Disabilities | 0.99 | 0.99 | 0.99 | 0.95 | 0.71 | 1.00 | -0.13 | 0.31 | 0.10 | 0.99 | 0.91 | 0.98 | 0.99 | 0.98 | 0.99 | 0.98 | 0.95 | 0.99 | 0.91 | 0.99 | 0.98 | 0.99 | 0.98 | 0.98 | 0.99 | 0.99 | 0.99 | 0.99 | 0.99 | 0.98 | 0.99 | 1.00 | 1.00 | 0.99 | 1.00 | 1.00 | 0.99 | 0.99 | 0.99 | -0.17 |
| Hearing | 0.98 | 0.98 | 0.98 | 0.93 | 0.72 | 0.99 | -0.11 | 0.27 | 0.08 | 0.99 | 0.91 | 0.98 | 0.99 | 0.99 | 0.98 | 0.97 | 0.94 | 0.99 | 0.91 | 0.99 | 0.98 | 0.98 | 0.98 | 0.98 | 0.98 | 0.98 | 0.98 | 0.99 | 0.99 | 0.97 | 0.99 | 1.00 | 1.00 | 0.99 | 1.00 | 0.99 | 0.98 | 0.98 | 0.98 | -0.18 |
| Vision difficulty | 0.97 | 0.97 | 0.97 | 0.94 | 0.73 | 0.98 | -0.18 | 0.32 | 0.14 | 0.98 | 0.93 | 0.99 | 0.97 | 0.97 | 0.96 | 0.96 | 0.93 | 0.98 | 0.91 | 0.98 | 0.98 | 0.98 | 0.97 | 0.98 | 0.98 | 0.97 | 0.96 | 0.98 | 0.97 | 0.96 | 0.98 | 0.99 | 0.99 | 1.00 | 0.99 | 0.99 | 0.98 | 0.98 | 0.98 | -0.11 |
| cognative | 0.99 | 0.99 | 0.99 | 0.95 | 0.71 | 0.99 | -0.13 | 0.31 | 0.10 | 0.99 | 0.92 | 0.98 | 0.99 | 0.98 | 0.98 | 0.98 | 0.95 | 0.99 | 0.91 | 0.99 | 0.98 | 0.99 | 0.98 | 0.98 | 0.99 | 0.99 | 0.98 | 0.99 | 0.99 | 0.98 | 0.99 | 1.00 | 1.00 | 0.99 | 1.00 | 1.00 | 0.99 | 0.99 | 0.99 | -0.16 |
| ambulatory difficulty | 0.98 | 0.98 | 0.98 | 0.95 | 0.71 | 0.99 | -0.16 | 0.32 | 0.13 | 0.99 | 0.91 | 0.98 | 0.99 | 0.98 | 0.98 | 0.97 | 0.95 | 0.99 | 0.91 | 0.99 | 0.98 | 0.98 | 0.98 | 0.98 | 0.99 | 0.99 | 0.99 | 0.99 | 0.99 | 0.97 | 0.99 | 1.00 | 0.99 | 0.99 | 1.00 | 1.00 | 0.99 | 0.99 | 0.98 | -0.14 |
| Self-care difficulty | 0.99 | 0.99 | 0.99 | 0.98 | 0.71 | 1.00 | -0.16 | 0.35 | 0.11 | 0.99 | 0.95 | 0.99 | 0.97 | 0.98 | 0.98 | 0.98 | 0.97 | 0.99 | 0.94 | 0.99 | 0.98 | 0.98 | 0.99 | 0.99 | 0.99 | 0.99 | 0.98 | 0.99 | 0.97 | 0.99 | 0.99 | 0.99 | 0.98 | 0.98 | 0.99 | 0.99 | 1.00 | 1.00 | 0.99 | -0.16 |
| Independent living difficulty | 0.99 | 0.99 | 0.99 | 0.97 | 0.70 | 1.00 | -0.15 | 0.34 | 0.11 | 0.99 | 0.93 | 0.99 | 0.98 | 0.98 | 0.99 | 0.98 | 0.97 | 0.99 | 0.93 | 0.99 | 0.98 | 0.98 | 0.98 | 0.98 | 0.99 | 0.99 | 0.99 | 0.99 | 0.98 | 0.98 | 0.99 | 0.99 | 0.98 | 0.98 | 0.99 | 0.99 | 1.00 | 1.00 | 0.99 | -0.16 |
| No Disability | 1.00 | 1.00 | 1.00 | 0.98 | 0.73 | 0.99 | -0.04 | 0.31 | 0.00 | 1.00 | 0.95 | 0.99 | 0.97 | 0.99 | 0.98 | 1.00 | 0.98 | 1.00 | 0.95 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.99 | 0.98 | 1.00 | 0.98 | 0.99 | 1.00 | 0.99 | 0.98 | 0.98 | 0.99 | 0.98 | 0.99 | 0.99 | 1.00 | -0.27 |
| DisabilityRate | -0.29 | -0.29 | -0.29 | -0.26 | -0.24 | -0.21 | -0.80 | 0.03 | 0.87 | -0.26 | -0.20 | -0.18 | -0.20 | -0.25 | -0.24 | -0.31 | -0.34 | -0.24 | -0.30 | -0.26 | -0.27 | -0.26 | -0.27 | -0.27 | -0.26 | -0.26 | -0.23 | -0.26 | -0.25 | -0.27 | -0.26 | -0.17 | -0.18 | -0.11 | -0.16 | -0.14 | -0.16 | -0.16 | -0.27 | 1.00 |
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## # A tibble: 6 × 43
## NAME `In labor force:` `Civilian labor force:` Employed Unemployed
## <chr> <dbl> <dbl> <dbl> <dbl>
## 1 Alabama 2335486 2314723 2190915 123808
## 2 Alaska 376965 352556 327953 24603
## 3 Arizona 3544778 3518555 3314799 203756
## 4 Arkansas 1408602 1400997 1323511 77486
## 5 California 19961610 19805371 18156051 1649320
## 6 Colorado 3212836 3170677 3002106 168571
## # ℹ 38 more variables: `In Armed Forces` <dbl>, `Not in labor force` <dbl>,
## # EmploymentRate <dbl>, UnemploymentRate <dbl>, NotInLaborForceRate <dbl>,
## # state <chr>, Education_Total_students <dbl>,
## # `Education_Below_9th grade` <dbl>,
## # `Education_9th to 12th grade_no diploma` <dbl>,
## # Education_High_school_graduate <dbl>,
## # `Education_Some college_no degree` <dbl>, …Part 1
Title
“Socio-Economic Factors Influencing Employment in the United States: A Comprehensive State-by-State Analysis”
Abstract (TL;DR)
This project investigates the impact of socio-economic factors on employment rates across U.S. states. Utilizing ACS 2021 data, we explore relationships between employment and variables like education, citizenship, and housing. Key findings include significant correlations that inform employment dynamics in the U.S.
Motivation
We aim to analyze various socio-economic factors influencing employment in the U.S. This study is crucial for understanding how different aspects like education, age, and housing contribute to employment rates, thereby aiding policymakers and researchers.
Summary
We have imported data set from the ACS survey. We have 6 child RMD
files for this project which has the data analysis for the Employment,
Education, Citizenship, Age, Housing, Disabilities Data Set (ACS
2021).
Further, we started exploring each data set in detail and then we
started combining each data set with the employment to see what results
we can expect. We did find many direct relationships with each data set
on employment data set. We have put our concluding results in the Final
Report to help us stand by with our conclusions.
Part 2:
Data Sets and Variables
The below data sets are from data.census.gov [ United States Census Bureau]. We shortlisted it based on ACS 2021, inclusive for all states in United States.
Employment - K202301
Variable Description Total Total Employment Data In Labor Force Total People in Labor Force Civilian labor force: Total People in Civilian Labor Force Employed Total People Employed Unemployed Total People Unemployed In Armed Forces Total People in Armed Forces Not in labor force Total People not in Labor Force Education - K201501
Variable Description Education_Total_students Total Students in the Education Survery Education_Below_9th grade Number of students who have completed 9th grade Education_9th to 12th grade_no diploma Number of students who have completed 9th grade to 12th grade but no diploma Education_High_school_graduate Number of high school graduate students Education_Some college_no degree Number of people enrolled into some college but have not acquired a degree Education_Associates_degree Number of people with associates degree Education_Bachelors_degree Number of people with bachelors degree Education_Graduate_professional degree Number of people with Graduate Degree Citizenship - K200501
Variable Description Total Total Number of people in survey U.S. citizen Number of US citizen in the survery Not a U.S. citizen Number of Non US Citizens in the survery Age - K200104
Variable Description Total_age Total number of people in the age data frame Age_under_18 Total number of under 18 people “Age_18_to_24 People between 18 to 24 Age_25_to_34 People between 25 to 34 Age_35_to_44 People between 35 to 44 Age_45_to_54 People between 45 to 54 Age_55_to_64 People between 55 to 64 Age_over_64 People over 64 Housing - K202502
Variable Description Total Total Number of People in housing data frame Owner Occupied Total Number of people who have their own home Renter Occupied Total Number of people who are renting a place Disabilities - K201803
Variable Description Total_people Total Poeple in the data frame Total With Disabilities Total with disabilities Hearing Total with hearing problem Vision difficulty Total with vision problem cognative Total with cognative problem ambulatory difficulty Total with ambulatory difficlty Self-care difficulty Total with self care difficulty No Disability Total without disabilities
Part 3
Results
- Employment vs Education
- Employment Vs Housing
- Citizenship Vs Employmennt
Conclusions
This study provides insights into the socio-economic factors affecting employment in the U.S. Limitations include data scope and potential biases. Future work could explore more granular data and additional variables.
Part 4
Data Source
- Data from the American Community Survey (ACS) 2021.
- Scripts for data cleaning and analysis are included in the repository.
- 6 Child RMD files included in the repo, which support the DS202_final_project.rmd file
References
American Community Survey (ACS)
United States Census Bureau (data.census.gov)